Overview

Brought to you by YData

Dataset statistics

Number of variables	28
Number of observations	132155
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	104.3 MiB
Average record size in memory	827.8 B

Variable types

DateTime	2
Text	7
Numeric	16
Boolean	1
Categorical	2

Alerts

`Energy` is highly overall correlated with `Loudness`	High correlation
`Loudness` is highly overall correlated with `Energy`	High correlation
`Track Duration (min)` is highly overall correlated with `Track Duration (ms)`	High correlation
`Track Duration (ms)` is highly overall correlated with `Track Duration (min)`	High correlation
`last_weeks_rank` is highly overall correlated with `weeks_on_chart` and 1 other fields	High correlation
`weeks_on_chart` is highly overall correlated with `last_weeks_rank`	High correlation
`weeks_rank` is highly overall correlated with `last_weeks_rank`	High correlation
`Time Signature` is highly imbalanced (82.1%)	Imbalance
`Key` has 13763 (10.4%) zeros	Zeros
`Instrumentalness` has 79224 (59.9%) zeros	Zeros

Reproduction

Analysis started	2025-06-21 13:47:01.562610
Analysis finished	2025-06-21 13:47:40.672752
Duration	39.11 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

date
Date

Distinct	1324
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

Minimum	2000-01-02 00:00:00
Maximum	2025-05-11 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

song_name
Text

Distinct	10031
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Memory size	13.9 MiB

Length

Max length	67
Median length	55
Mean length	13.13578
Min length	1

Characters and Unicode

Total characters	1735959
Distinct characters	85
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2313 ?
Unique (%)	1.8%

Sample

1st row	Smooth
2nd row	Back At One
3rd row	I Wanna Love You Forever
4th row	My Love Is Your Love
5th row	Hot Boyz

Value	Count	Frequency (%)
you	11322	3.2%
the	10138	2.9%
me	8162	2.3%
i	7767	2.2%
it	5717	1.6%
a	5358	1.5%
love	5328	1.5%
my	4411	1.2%
to	4016	1.1%
in	3713	1.0%
Other values (5845)	288662	81.4%

Most occurring characters

Value	Count	Frequency (%)
	222455	12.8%
e	160930	9.3%
o	117664	6.8%
a	90006	5.2%
n	85499	4.9%
t	82195	4.7%
i	77713	4.5%
r	72010	4.1%
l	52960	3.1%
s	52870	3.0%
Other values (75)	721657	41.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1735959	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	222455	12.8%
e	160930	9.3%
o	117664	6.8%
a	90006	5.2%
n	85499	4.9%
t	82195	4.7%
i	77713	4.5%
r	72010	4.1%
l	52960	3.1%
s	52870	3.0%
Other values (75)	721657	41.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1735959	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	222455	12.8%
e	160930	9.3%
o	117664	6.8%
a	90006	5.2%
n	85499	4.9%
t	82195	4.7%
i	77713	4.5%
r	72010	4.1%
l	52960	3.1%
s	52870	3.0%
Other values (75)	721657	41.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1735959	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	222455	12.8%
e	160930	9.3%
o	117664	6.8%
a	90006	5.2%
n	85499	4.9%
t	82195	4.7%
i	77713	4.5%
r	72010	4.1%
l	52960	3.1%
s	52870	3.0%
Other values (75)	721657	41.6%

artist
Text

Distinct	5024
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	14.4 MiB

Length

Max length	113
Median length	84
Mean length	17.05352
Min length	1

Characters and Unicode

Total characters	2253708
Distinct characters	78
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	941 ?
Unique (%)	0.7%

Sample

1st row	Santana Featuring Rob Thomas
2nd row	Brian McKnight
3rd row	Jessica Simpson
4th row	Whitney Houston
5th row	Missy "Misdemeanor" Elliott Featuring NAS, EVE & Q-Tip

Value	Count	Frequency (%)
featuring	29133	7.7%
	15933	4.2%
the	6104	1.6%
lil	5959	1.6%
drake	3370	0.9%
brown	2727	0.7%
chris	2666	0.7%
wayne	2042	0.5%
justin	2021	0.5%
young	1948	0.5%
Other values (3756)	308361	81.1%

Most occurring characters

Value	Count	Frequency (%)
	248115	11.0%
e	192331	8.5%
a	189163	8.4%
i	149942	6.7%
n	145870	6.5%
r	130600	5.8%
o	95514	4.2%
l	88224	3.9%
t	88078	3.9%
u	68183	3.0%
Other values (68)	857688	38.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2253708	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	248115	11.0%
e	192331	8.5%
a	189163	8.4%
i	149942	6.7%
n	145870	6.5%
r	130600	5.8%
o	95514	4.2%
l	88224	3.9%
t	88078	3.9%
u	68183	3.0%
Other values (68)	857688	38.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2253708	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	248115	11.0%
e	192331	8.5%
a	189163	8.4%
i	149942	6.7%
n	145870	6.5%
r	130600	5.8%
o	95514	4.2%
l	88224	3.9%
t	88078	3.9%
u	68183	3.0%
Other values (68)	857688	38.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2253708	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	248115	11.0%
e	192331	8.5%
a	189163	8.4%
i	149942	6.7%
n	145870	6.5%
r	130600	5.8%
o	95514	4.2%
l	88224	3.9%
t	88078	3.9%
u	68183	3.0%
Other values (68)	857688	38.1%

weeks_rank
Real number (ℝ)

High correlation

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.468374

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	25
median	50
Q3	75
95-th percentile	95
Maximum	100
Range	99
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	28.86325
Coefficient of variation (CV)	0.57190765
Kurtosis	-1.1998931
Mean	50.468374
Median Absolute Deviation (MAD)	25
Skewness	0.001342403
Sum	6669648
Variance	833.08718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1324	1.0%
3	1324	1.0%
6	1324	1.0%
5	1324	1.0%
32	1324	1.0%
27	1324	1.0%
7	1324	1.0%
8	1324	1.0%
10	1324	1.0%
13	1324	1.0%
Other values (90)	118915	90.0%

Value	Count	Frequency (%)
1	1323	1.0%
2	1324	1.0%
3	1324	1.0%
4	1323	1.0%
5	1324	1.0%
6	1324	1.0%
7	1324	1.0%
8	1324	1.0%
9	1322	1.0%
10	1324	1.0%

Value	Count	Frequency (%)
100	1320	1.0%
99	1317	1.0%
98	1319	1.0%
97	1322	1.0%
96	1321	1.0%
95	1319	1.0%
94	1316	1.0%
93	1318	1.0%
92	1317	1.0%
91	1318	1.0%

last_weeks_rank
Real number (ℝ)

High correlation

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.896871

Minimum	1
Maximum	101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	26
median	52
Q3	80
95-th percentile	101
Maximum	101
Range	100
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	31.134352
Coefficient of variation (CV)	0.58858589
Kurtosis	-1.2370321
Mean	52.896871
Median Absolute Deviation (MAD)	27
Skewness	0.046686366
Sum	6990586
Variance	969.34788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101	13827	10.5%
7	1320	1.0%
5	1320	1.0%
6	1320	1.0%
2	1320	1.0%
8	1319	1.0%
10	1319	1.0%
3	1318	1.0%
1	1318	1.0%
14	1317	1.0%
Other values (91)	106457	80.6%

Value	Count	Frequency (%)
1	1318	1.0%
2	1320	1.0%
3	1318	1.0%
4	1317	1.0%
5	1320	1.0%
6	1320	1.0%
7	1320	1.0%
8	1319	1.0%
9	1316	1.0%
10	1319	1.0%

Value	Count	Frequency (%)
101	13827	10.5%
100	523	0.4%
99	630	0.5%
98	701	0.5%
97	723	0.5%
96	765	0.6%
95	805	0.6%
94	827	0.6%
93	896	0.7%
92	908	0.7%

weeks_on_chart
Real number (ℝ)

High correlation

Distinct	91
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.977685

Minimum	1
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	10
Q3	17
95-th percentile	32
Maximum	91
Range	90
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.020179
Coefficient of variation (CV)	0.83657059
Kurtosis	4.2881099
Mean	11.977685
Median Absolute Deviation (MAD)	6
Skewness	1.6561696
Sum	1582911
Variance	100.40399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	11176	8.5%
2	8340	6.3%
3	7417	5.6%
4	6918	5.2%
5	6570	5.0%
6	6285	4.8%
7	6054	4.6%
8	5845	4.4%
9	5644	4.3%
10	5438	4.1%
Other values (81)	62468	47.3%

Value	Count	Frequency (%)
1	11176	8.5%
2	8340	6.3%
3	7417	5.6%
4	6918	5.2%
5	6570	5.0%
6	6285	4.8%
7	6054	4.6%
8	5845	4.4%
9	5644	4.3%
10	5438	4.1%

Value	Count	Frequency (%)
91	1	< 0.1%
90	3	< 0.1%
89	3	< 0.1%
88	3	< 0.1%
87	4	< 0.1%
86	4	< 0.1%
85	4	< 0.1%
84	4	< 0.1%
83	4	< 0.1%
82	4	< 0.1%

Track Name
Text

Distinct	10382
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Memory size	14.5 MiB

Length

Max length	141
Median length	93
Mean length	17.234709
Min length	1

Characters and Unicode

Total characters	2277653
Distinct characters	116
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2476 ?
Unique (%)	1.9%

Sample

1st row	Smooth (feat. Rob Thomas)
2nd row	Back At One
3rd row	I Wanna Love You Forever
4th row	My Love Is Your Love
5th row	Hot Boyz

Value	Count	Frequency (%)
feat	16406	3.7%
the	11249	2.5%
you	11220	2.5%
	10442	2.4%
me	8215	1.9%
i	7836	1.8%
it	5743	1.3%
a	5418	1.2%
love	5321	1.2%
with	4398	1.0%
Other values (6942)	357105	80.5%

Most occurring characters

Value	Count	Frequency (%)
	311198	13.7%
e	201410	8.8%
o	136439	6.0%
a	131907	5.8%
t	114890	5.0%
i	106081	4.7%
n	102617	4.5%
r	89436	3.9%
l	65662	2.9%
s	63579	2.8%
Other values (106)	954434	41.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2277653	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	311198	13.7%
e	201410	8.8%
o	136439	6.0%
a	131907	5.8%
t	114890	5.0%
i	106081	4.7%
n	102617	4.5%
r	89436	3.9%
l	65662	2.9%
s	63579	2.8%
Other values (106)	954434	41.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2277653	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	311198	13.7%
e	201410	8.8%
o	136439	6.0%
a	131907	5.8%
t	114890	5.0%
i	106081	4.7%
n	102617	4.5%
r	89436	3.9%
l	65662	2.9%
s	63579	2.8%
Other values (106)	954434	41.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2277653	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	311198	13.7%
e	201410	8.8%
o	136439	6.0%
a	131907	5.8%
t	114890	5.0%
i	106081	4.7%
n	102617	4.5%
r	89436	3.9%
l	65662	2.9%
s	63579	2.8%
Other values (106)	954434	41.9%

Tempo
Real number (ℝ)

Distinct	9269
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.51364

Minimum	48.718
Maximum	215.338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	48.718
5-th percentile	79.028
Q1	97.476
median	120.024
Q3	140.858
95-th percentile	173.727
Maximum	215.338
Range	166.62
Interquartile range (IQR)	43.382

Descriptive statistics

Standard deviation	29.198043
Coefficient of variation (CV)	0.24028613
Kurtosis	-0.47424244
Mean	121.51364
Median Absolute Deviation (MAD)	22.012
Skewness	0.38558096
Sum	16058636
Variance	852.52573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.011	218	0.2%
129.992	149	0.1%
139.995	126	0.1%
121.927	116	0.1%
120.028	106	0.1%
100.002	105	0.1%
130.003	104	0.1%
97.994	103	0.1%
140.022	99	0.1%
128.007	98	0.1%
Other values (9259)	130931	99.1%

Value	Count	Frequency (%)
48.718	6	< 0.1%
51.316	20	< 0.1%
52.63	1	< 0.1%
53.376	1	< 0.1%
53.863	17	< 0.1%
57.967	3	< 0.1%
58.876	1	< 0.1%
59.715	52	< 0.1%
59.972	20	< 0.1%
59.989	40	< 0.1%

Value	Count	Frequency (%)
215.338	2	< 0.1%
214.13	16	< 0.1%
213.737	1	< 0.1%
210.893	30	< 0.1%
209.966	11	< 0.1%
209.942	12	< 0.1%
209.767	1	< 0.1%
208.138	8	< 0.1%
208.078	16	< 0.1%
208.067	20	< 0.1%

uri
Text

Distinct	11030
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	16.8 MiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	4757580
Distinct characters	63
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2710 ?
Unique (%)	2.1%

Sample

1st row	spotify:track:0n2SEXB2qoRQg171q7XqeW
2nd row	spotify:track:6mwA6YiKDjAUG8kWvRRUPh
3rd row	spotify:track:5gZEhPrN1VLqTG1nIAXeNK
4th row	spotify:track:1ckU1EhAO0Nr73QYw24SWJ
5th row	spotify:track:7mYvtEeBdMqRSyj1Qpv6my

Value	Count	Frequency (%)
spotify:track:3usxtqrwsyz57ewm6wwrmp	91	0.1%
spotify:track:17phhzdn6ogtzme56nuwvj	90	0.1%
spotify:track:0vjijw4gluzamyd2vxmi3b	90	0.1%
spotify:track:4g8gkoterjn0ywt6uhqbhp	87	0.1%
spotify:track:7wdzle2gsx1rgqbvyzhasz	86	0.1%
spotify:track:7dfnq8fyhhmcylykf6zcxa	85	0.1%
spotify:track:7uep5u2qkdzbipn2ya6lr0	79	0.1%
spotify:track:5nujrmhlynf4ymomtj8aqf	77	0.1%
spotify:track:3ee8jmje8o58chk66qrvc2	76	0.1%
spotify:track:3s0oxqeoh0w6ay8wqvckrw	76	0.1%
Other values (11020)	131318	99.4%

Most occurring characters

Value	Count	Frequency (%)
t	308845	6.5%
:	264310	5.6%
o	179385	3.8%
k	178238	3.7%
y	177659	3.7%
r	177527	3.7%
i	177506	3.7%
a	176957	3.7%
s	175522	3.7%
f	175462	3.7%
Other values (53)	2766169	58.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4757580	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	308845	6.5%
:	264310	5.6%
o	179385	3.8%
k	178238	3.7%
y	177659	3.7%
r	177527	3.7%
i	177506	3.7%
a	176957	3.7%
s	175522	3.7%
f	175462	3.7%
Other values (53)	2766169	58.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4757580	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	308845	6.5%
:	264310	5.6%
o	179385	3.8%
k	178238	3.7%
y	177659	3.7%
r	177527	3.7%
i	177506	3.7%
a	176957	3.7%
s	175522	3.7%
f	175462	3.7%
Other values (53)	2766169	58.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4757580	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	308845	6.5%
:	264310	5.6%
o	179385	3.8%
k	178238	3.7%
y	177659	3.7%
r	177527	3.7%
i	177506	3.7%
a	176957	3.7%
s	175522	3.7%
f	175462	3.7%
Other values (53)	2766169	58.1%

Artist Name(s)
Text

Distinct	4785
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Memory size	14.2 MiB

Length

Max length	310
Median length	103
Mean length	14.752132
Min length	1

Characters and Unicode

Total characters	1949568
Distinct characters	99
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	853 ?
Unique (%)	0.6%

Sample

1st row	Santana, Rob Thomas
2nd row	Brian McKnight
3rd row	Jessica Simpson
4th row	Whitney Houston
5th row	Missy Elliott

Value	Count	Frequency (%)
the	5908	1.8%
lil	5519	1.7%
drake	3320	1.0%
brown	2681	0.8%
chris	2636	0.8%
justin	2027	0.6%
wayne	1918	0.6%
j	1912	0.6%
	1842	0.6%
taylor	1795	0.5%
Other values (3825)	300562	91.0%

Most occurring characters

Value	Count	Frequency (%)
	197965	10.2%
a	158778	8.1%
e	157743	8.1%
i	118245	6.1%
n	114580	5.9%
r	99793	5.1%
o	93648	4.8%
l	86626	4.4%
s	62815	3.2%
t	56604	2.9%
Other values (89)	802771	41.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1949568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	197965	10.2%
a	158778	8.1%
e	157743	8.1%
i	118245	6.1%
n	114580	5.9%
r	99793	5.1%
o	93648	4.8%
l	86626	4.4%
s	62815	3.2%
t	56604	2.9%
Other values (89)	802771	41.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1949568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	197965	10.2%
a	158778	8.1%
e	157743	8.1%
i	118245	6.1%
n	114580	5.9%
r	99793	5.1%
o	93648	4.8%
l	86626	4.4%
s	62815	3.2%
t	56604	2.9%
Other values (89)	802771	41.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1949568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	197965	10.2%
a	158778	8.1%
e	157743	8.1%
i	118245	6.1%
n	114580	5.9%
r	99793	5.1%
o	93648	4.8%
l	86626	4.4%
s	62815	3.2%
t	56604	2.9%
Other values (89)	802771	41.2%

Album Name
Text

Distinct	5432
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 MiB

Length

Max length	110
Median length	78
Mean length	17.396663
Min length	1

Characters and Unicode

Total characters	2299056
Distinct characters	126
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	711 ?
Unique (%)	0.5%

Sample

1st row	Supernatural (Remastered)
2nd row	Back At One
3rd row	Sweet Kisses
4th row	My Love Is Your Love
5th row	Da Real World

Value	Count	Frequency (%)
the	21330	5.2%
deluxe	10397	2.6%
edition	7385	1.8%
	6087	1.5%
of	5413	1.3%
a	4893	1.2%
you	4425	1.1%
version	3674	0.9%
i	3546	0.9%
to	3404	0.8%
Other values (5105)	336015	82.6%

Most occurring characters

Value	Count	Frequency (%)
	274394	11.9%
e	213747	9.3%
o	128357	5.6%
i	120892	5.3%
a	113375	4.9%
n	112151	4.9%
t	102841	4.5%
r	97877	4.3%
l	79235	3.4%
s	75864	3.3%
Other values (116)	980323	42.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2299056	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	274394	11.9%
e	213747	9.3%
o	128357	5.6%
i	120892	5.3%
a	113375	4.9%
n	112151	4.9%
t	102841	4.5%
r	97877	4.3%
l	79235	3.4%
s	75864	3.3%
Other values (116)	980323	42.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2299056	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	274394	11.9%
e	213747	9.3%
o	128357	5.6%
i	120892	5.3%
a	113375	4.9%
n	112151	4.9%
t	102841	4.5%
r	97877	4.3%
l	79235	3.4%
s	75864	3.3%
Other values (116)	980323	42.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2299056	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	274394	11.9%
e	213747	9.3%
o	128357	5.6%
i	120892	5.3%
a	113375	4.9%
n	112151	4.9%
t	102841	4.5%
r	97877	4.3%
l	79235	3.4%
s	75864	3.3%
Other values (116)	980323	42.6%

Album Release Date
Date

Distinct	2308
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

Minimum	1945-01-01 00:00:00
Maximum	2025-05-16 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Track Duration (ms)
Real number (ℝ)

High correlation

Distinct	8765
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	222929.77

Minimum	34400
Maximum	740010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	34400
5-th percentile	158793.5
Q1	196093
median	220306
Q3	245426
95-th percentile	294866
Maximum	740010
Range	705610
Interquartile range (IQR)	49333

Descriptive statistics

Standard deviation	43555.669
Coefficient of variation (CV)	0.19537843
Kurtosis	5.3881906
Mean	222929.77
Median Absolute Deviation (MAD)	24667
Skewness	0.97075195
Sum	2.9461284 × 10¹⁰
Variance	1.8970963 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
231933	153	0.1%
200040	110	0.1%
219080	107	0.1%
256000	106	0.1%
229040	106	0.1%
191600	103	0.1%
232533	101	0.1%
213493	100	0.1%
186066	100	0.1%
229360	98	0.1%
Other values (8755)	131071	99.2%

Value	Count	Frequency (%)
34400	3	< 0.1%
37013	1	< 0.1%
39732	13	< 0.1%
41487	1	< 0.1%
47354	1	< 0.1%
48000	1	< 0.1%
49292	1	< 0.1%
52195	1	< 0.1%
53442	1	< 0.1%
68800	17	< 0.1%

Value	Count	Frequency (%)
740010	1	< 0.1%
688453	22	< 0.1%
620101	1	< 0.1%
613026	1	< 0.1%
588139	1	< 0.1%
587364	2	< 0.1%
547733	13	< 0.1%
538536	2	< 0.1%
535962	13	< 0.1%
530253	1	< 0.1%

Explicit
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.2 MiB

False	89931
True	42224

Value	Count	Frequency (%)
False	89931	68.0%
True	42224	32.0%

Popularity
Real number (ℝ)

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.14281

Minimum	0
Maximum	100
Zeros	59
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0
5-th percentile	39
Q1	57
median	68
Q3	77
95-th percentile	86
Maximum	100
Range	100
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.730072
Coefficient of variation (CV)	0.22270103
Kurtosis	0.88357441
Mean	66.14281
Median Absolute Deviation (MAD)	10
Skewness	-0.79079728
Sum	8741103
Variance	216.97501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	4090	3.1%
71	3902	3.0%
74	3895	2.9%
68	3871	2.9%
70	3827	2.9%
75	3742	2.8%
78	3645	2.8%
73	3582	2.7%
67	3498	2.6%
66	3471	2.6%
Other values (90)	94632	71.6%

Value	Count	Frequency (%)
0	59	< 0.1%
1	27	< 0.1%
2	1	< 0.1%
3	3	< 0.1%
4	58	< 0.1%
5	65	< 0.1%
6	64	< 0.1%
7	45	< 0.1%
8	73	0.1%
9	23	< 0.1%

Value	Count	Frequency (%)
100	51	< 0.1%
98	56	< 0.1%
97	29	< 0.1%
96	81	0.1%
95	171	0.1%
94	211	0.2%
93	174	0.1%
92	171	0.1%
91	477	0.4%
90	949	0.7%

Danceability
Real number (ℝ)

Distinct	770
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64516293

Minimum	0.0939
Maximum	0.986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.0939
5-th percentile	0.407
Q1	0.548
median	0.649
Q3	0.747
95-th percentile	0.88
Maximum	0.986
Range	0.8921
Interquartile range (IQR)	0.199

Descriptive statistics

Standard deviation	0.14357716
Coefficient of variation (CV)	0.22254403
Kurtosis	-0.28242813
Mean	0.64516293
Median Absolute Deviation (MAD)	0.1
Skewness	-0.17884172
Sum	85261.507
Variance	0.020614401
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.655	546	0.4%
0.647	507	0.4%
0.697	502	0.4%
0.561	500	0.4%
0.637	497	0.4%
0.652	494	0.4%
0.616	482	0.4%
0.688	474	0.4%
0.674	472	0.4%
0.662	472	0.4%
Other values (760)	127209	96.3%

Value	Count	Frequency (%)
0.0939	3	< 0.1%
0.109	1	< 0.1%
0.113	5	< 0.1%
0.13	1	< 0.1%
0.137	1	< 0.1%
0.142	16	< 0.1%
0.144	1	< 0.1%
0.148	11	< 0.1%
0.155	1	< 0.1%
0.16	5	< 0.1%

Value	Count	Frequency (%)
0.986	9	< 0.1%
0.981	3	< 0.1%
0.98	1	< 0.1%
0.978	3	< 0.1%
0.975	26	< 0.1%
0.974	34	< 0.1%
0.972	1	< 0.1%
0.971	12	< 0.1%
0.968	10	< 0.1%
0.967	36	< 0.1%

Energy
Real number (ℝ)

High correlation

Distinct	840
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.68084689

Minimum	0.00174
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.00174
5-th percentile	0.395
Q1	0.571
median	0.698
Q3	0.807
95-th percentile	0.92
Maximum	0.996
Range	0.99426
Interquartile range (IQR)	0.236

Descriptive statistics

Standard deviation	0.16344866
Coefficient of variation (CV)	0.24006668
Kurtosis	-0.14024545
Mean	0.68084689
Median Absolute Deviation (MAD)	0.116
Skewness	-0.50095576
Sum	89977.321
Variance	0.026715463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.825	501	0.4%
0.73	500	0.4%
0.733	492	0.4%
0.678	478	0.4%
0.783	462	0.3%
0.715	461	0.3%
0.648	460	0.3%
0.621	458	0.3%
0.691	443	0.3%
0.538	432	0.3%
Other values (830)	127468	96.5%

Value	Count	Frequency (%)
0.00174	3	< 0.1%
0.00332	18	< 0.1%
0.0302	5	< 0.1%
0.0316	1	< 0.1%
0.0561	1	< 0.1%
0.0625	1	< 0.1%
0.0645	2	< 0.1%
0.0668	1	< 0.1%
0.068	2	< 0.1%
0.07	4	< 0.1%

Value	Count	Frequency (%)
0.996	10	< 0.1%
0.993	21	< 0.1%
0.991	12	< 0.1%
0.99	20	< 0.1%
0.989	49	< 0.1%
0.988	40	< 0.1%
0.987	4	< 0.1%
0.986	12	< 0.1%
0.985	2	< 0.1%
0.984	2	< 0.1%

Key
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.260936

Minimum	0
Maximum	11
Zeros	13763
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5964355
Coefficient of variation (CV)	0.68361134
Kurtosis	-1.3067847
Mean	5.260936
Median Absolute Deviation (MAD)	3
Skewness	0.019440125
Sum	695259
Variance	12.934348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	17679	13.4%
0	13763	10.4%
7	13325	10.1%
2	11476	8.7%
11	11393	8.6%
9	10777	8.2%
8	10753	8.1%
6	10687	8.1%
5	10511	8.0%
4	9216	7.0%
Other values (2)	12575	9.5%

Value	Count	Frequency (%)
0	13763	10.4%
1	17679	13.4%
2	11476	8.7%
3	3754	2.8%
4	9216	7.0%
5	10511	8.0%
6	10687	8.1%
7	13325	10.1%
8	10753	8.1%
9	10777	8.2%

Value	Count	Frequency (%)
11	11393	8.6%
10	8821	6.7%
9	10777	8.2%
8	10753	8.1%
7	13325	10.1%
6	10687	8.1%
5	10511	8.0%
4	9216	7.0%
3	3754	2.8%
2	11476	8.7%

Loudness
Real number (ℝ)

High correlation

Distinct	5880
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.956753

Minimum	-54.341
Maximum	0.175
Zeros	0
Zeros (%)	0.0%
Negative	132151
Negative (%)	> 99.9%
Memory size	6.0 MiB

Quantile statistics

Minimum	-54.341
5-th percentile	-9.809
Q1	-7.031
median	-5.629
Q3	-4.485
95-th percentile	-3.081
Maximum	0.175
Range	54.516
Interquartile range (IQR)	2.546

Descriptive statistics

Standard deviation	2.3131132
Coefficient of variation (CV)	-0.3883178
Kurtosis	30.923186
Mean	-5.956753
Median Absolute Deviation (MAD)	1.257
Skewness	-2.9855079
Sum	-787214.7
Variance	5.3504927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.251	169	0.1%
-3.838	149	0.1%
-5.042	146	0.1%
-4.88	145	0.1%
-4.501	137	0.1%
-5.569	132	0.1%
-5.611	127	0.1%
-5.692	126	0.1%
-6.684	124	0.1%
-6.986	122	0.1%
Other values (5870)	130778	99.0%

Value	Count	Frequency (%)
-54.341	3	< 0.1%
-46.113	18	< 0.1%
-35.032	11	< 0.1%
-33.8	5	< 0.1%
-32.756	4	< 0.1%
-32.45	5	< 0.1%
-32.354	6	< 0.1%
-32.187	4	< 0.1%
-30.487	4	< 0.1%
-29.598	74	0.1%

Value	Count	Frequency (%)
0.175	4	< 0.1%
-0.463	1	< 0.1%
-0.517	1	< 0.1%
-0.716	14	< 0.1%
-0.804	16	< 0.1%
-0.884	4	< 0.1%
-0.929	1	< 0.1%
-0.945	1	< 0.1%
-0.949	19	< 0.1%
-0.982	15	< 0.1%

Mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.6 MiB

1.0	87929
0.0	44226

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	396465
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	87929	66.5%
0.0	44226	33.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	87929	66.5%
0.0	44226	33.5%

Most occurring characters

Value	Count	Frequency (%)
0	176381	44.5%
.	132155	33.3%
1	87929	22.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	396465	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	176381	44.5%
.	132155	33.3%
1	87929	22.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	396465	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	176381	44.5%
.	132155	33.3%
1	87929	22.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	396465	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	176381	44.5%
.	132155	33.3%
1	87929	22.2%

Speechiness
Real number (ℝ)

Distinct	1209
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10105085

Minimum	0.0225
Maximum	0.741
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.0225
5-th percentile	0.0277
Q1	0.0356
median	0.0535
Q3	0.122
95-th percentile	0.338
Maximum	0.741
Range	0.7185
Interquartile range (IQR)	0.0864

Descriptive statistics

Standard deviation	0.10186639
Coefficient of variation (CV)	1.0080706
Kurtosis	3.0966661
Mean	0.10105085
Median Absolute Deviation (MAD)	0.0227
Skewness	1.8704181
Sum	13354.375
Variance	0.010376761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0337	548	0.4%
0.0295	501	0.4%
0.0334	497	0.4%
0.029	496	0.4%
0.0299	484	0.4%
0.0282	452	0.3%
0.0338	446	0.3%
0.0281	444	0.3%
0.0311	441	0.3%
0.0278	440	0.3%
Other values (1199)	127406	96.4%

Value	Count	Frequency (%)
0.0225	20	< 0.1%
0.0227	20	< 0.1%
0.0228	35	< 0.1%
0.0229	20	< 0.1%
0.0231	67	0.1%
0.0232	135	0.1%
0.0233	27	< 0.1%
0.0234	25	< 0.1%
0.0235	21	< 0.1%
0.0236	30	< 0.1%

Value	Count	Frequency (%)
0.741	3	< 0.1%
0.74	8	< 0.1%
0.699	3	< 0.1%
0.691	1	< 0.1%
0.684	1	< 0.1%
0.649	33	< 0.1%
0.643	8	< 0.1%
0.642	1	< 0.1%
0.632	1	< 0.1%
0.628	1	< 0.1%

Acousticness
Real number (ℝ)

Distinct	2733
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16926608

Minimum	1.45 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1.45 × 10^-6
5-th percentile	0.00143
Q1	0.0209
median	0.0841
Q3	0.246
95-th percentile	0.624
Maximum	0.996
Range	0.99599855
Interquartile range (IQR)	0.2251

Descriptive statistics

Standard deviation	0.20404334
Coefficient of variation (CV)	1.2054591
Kurtosis	2.1299381
Mean	0.16926608
Median Absolute Deviation (MAD)	0.07574
Skewness	1.6259908
Sum	22369.358
Variance	0.041633683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.103	435	0.3%
0.111	412	0.3%
0.119	402	0.3%
0.107	400	0.3%
0.191	391	0.3%
0.141	389	0.3%
0.114	381	0.3%
0.259	360	0.3%
0.199	334	0.3%
0.189	328	0.2%
Other values (2723)	128323	97.1%

Value	Count	Frequency (%)
1.45 × 10^-6	3	< 0.1%
2.73 × 10^-6	3	< 0.1%
3.28 × 10^-6	4	< 0.1%
3.29 × 10^-6	1	< 0.1%
7.81 × 10^-6	12	< 0.1%
9.4 × 10^-6	20	< 0.1%
1.21 × 10^-5	20	< 0.1%
1.4 × 10^-5	20	< 0.1%
1.41 × 10^-5	1	< 0.1%
1.52 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
0.996	5	< 0.1%
0.994	13	< 0.1%
0.987	2	< 0.1%
0.982	1	< 0.1%
0.979	1	< 0.1%
0.978	32	< 0.1%
0.975	4	< 0.1%
0.974	1	< 0.1%
0.972	2	< 0.1%
0.971	1	< 0.1%

Instrumentalness
Real number (ℝ)

Zeros

Distinct	2419
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0074605168

Minimum	0
Maximum	0.995
Zeros	79224
Zeros (%)	59.9%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.4 × 10^-5
95-th percentile	0.00488
Maximum	0.995
Range	0.995
Interquartile range (IQR)	1.4 × 10^-5

Descriptive statistics

Standard deviation	0.062435242
Coefficient of variation (CV)	8.3687556
Kurtosis	138.35637
Mean	0.0074605168
Median Absolute Deviation (MAD)	0
Skewness	11.326584
Sum	985.9446
Variance	0.0038981594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79224	59.9%
1.16 × 10^-6	165	0.1%
0.000198	162	0.1%
2.97 × 10^-6	156	0.1%
1.11 × 10^-6	149	0.1%
1.35 × 10^-6	146	0.1%
1.75 × 10^-6	146	0.1%
2.06 × 10^-6	138	0.1%
1.22 × 10^-5	135	0.1%
1.29 × 10^-5	131	0.1%
Other values (2409)	51603	39.0%

Value	Count	Frequency (%)
0	79224	59.9%
1 × 10^-6	70	0.1%
1.01 × 10^-6	111	0.1%
1.02 × 10^-6	50	< 0.1%
1.03 × 10^-6	127	0.1%
1.04 × 10^-6	91	0.1%
1.05 × 10^-6	65	< 0.1%
1.06 × 10^-6	62	< 0.1%
1.07 × 10^-6	55	< 0.1%
1.08 × 10^-6	58	< 0.1%

Value	Count	Frequency (%)
0.995	16	< 0.1%
0.985	10	< 0.1%
0.977	5	< 0.1%
0.956	4	< 0.1%
0.953	1	< 0.1%
0.944	4	< 0.1%
0.937	2	< 0.1%
0.927	2	< 0.1%
0.924	6	< 0.1%
0.918	3	< 0.1%

Liveness
Real number (ℝ)

Distinct	1292
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17699721

Minimum	0.0165
Maximum	0.979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.0165
5-th percentile	0.057
Q1	0.0933
median	0.123
Q3	0.224
95-th percentile	0.429
Maximum	0.979
Range	0.9625
Interquartile range (IQR)	0.1307

Descriptive statistics

Standard deviation	0.13374865
Coefficient of variation (CV)	0.75565403
Kurtosis	5.2130852
Mean	0.17699721
Median Absolute Deviation (MAD)	0.043
Skewness	2.0592995
Sum	23391.066
Variance	0.017888702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.107	1610	1.2%
0.106	1538	1.2%
0.114	1474	1.1%
0.11	1328	1.0%
0.111	1317	1.0%
0.105	1296	1.0%
0.101	1284	1.0%
0.109	1227	0.9%
0.108	1220	0.9%
0.112	1198	0.9%
Other values (1282)	118663	89.8%

Value	Count	Frequency (%)
0.0165	3	< 0.1%
0.0193	8	< 0.1%
0.02	1	< 0.1%
0.0207	3	< 0.1%
0.021	24	< 0.1%
0.0214	4	< 0.1%
0.0215	23	< 0.1%
0.0216	9	< 0.1%
0.0217	20	< 0.1%
0.0219	1	< 0.1%

Value	Count	Frequency (%)
0.979	19	< 0.1%
0.976	2	< 0.1%
0.971	12	< 0.1%
0.963	3	< 0.1%
0.962	12	< 0.1%
0.959	10	< 0.1%
0.953	3	< 0.1%
0.952	1	< 0.1%
0.948	12	< 0.1%
0.947	1	< 0.1%

Valence
Real number (ℝ)

Distinct	1081
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52148975

Minimum	1 × 10^-5
Maximum	0.976
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1 × 10^-5
5-th percentile	0.162
Q1	0.349
median	0.522
Q3	0.695
95-th percentile	0.888
Maximum	0.976
Range	0.97599
Interquartile range (IQR)	0.346

Descriptive statistics

Standard deviation	0.22153168
Coefficient of variation (CV)	0.42480543
Kurtosis	-0.86753373
Mean	0.52148975
Median Absolute Deviation (MAD)	0.173
Skewness	0.012456692
Sum	68917.478
Variance	0.049076284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.376	410	0.3%
0.464	373	0.3%
0.437	367	0.3%
0.472	364	0.3%
0.331	354	0.3%
0.527	342	0.3%
0.7	338	0.3%
0.332	337	0.3%
0.531	337	0.3%
0.74	336	0.3%
Other values (1071)	128597	97.3%

Value	Count	Frequency (%)
1 × 10^-5	11	< 0.1%
0.032	19	< 0.1%
0.0337	7	< 0.1%
0.0344	4	< 0.1%
0.0349	3	< 0.1%
0.0351	2	< 0.1%
0.0352	16	< 0.1%
0.0361	1	< 0.1%
0.0363	1	< 0.1%
0.0365	6	< 0.1%

Value	Count	Frequency (%)
0.976	39	< 0.1%
0.974	1	< 0.1%
0.973	13	< 0.1%
0.972	44	< 0.1%
0.971	31	< 0.1%
0.97	13	< 0.1%
0.969	110	0.1%
0.968	25	< 0.1%
0.967	96	0.1%
0.966	29	< 0.1%

Time Signature
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.6 MiB

4.0	125161
3.0	4797
5.0	1772
1.0	425

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	396465
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	125161	94.7%
3.0	4797	3.6%
5.0	1772	1.3%
1.0	425	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	125161	94.7%
3.0	4797	3.6%
5.0	1772	1.3%
1.0	425	0.3%

Most occurring characters

Value	Count	Frequency (%)
.	132155	33.3%
0	132155	33.3%
4	125161	31.6%
3	4797	1.2%
5	1772	0.4%
1	425	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	396465	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	132155	33.3%
0	132155	33.3%
4	125161	31.6%
3	4797	1.2%
5	1772	0.4%
1	425	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	396465	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	132155	33.3%
0	132155	33.3%
4	125161	31.6%
3	4797	1.2%
5	1772	0.4%
1	425	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	396465	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	132155	33.3%
0	132155	33.3%
4	125161	31.6%
3	4797	1.2%
5	1772	0.4%
1	425	0.1%

Label
Text

Distinct	1350
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	14.5 MiB

Length

Max length	117
Median length	71
Mean length	18.203541
Min length	1

Characters and Unicode

Total characters	2405689
Distinct characters	88
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	148 ?
Unique (%)	0.1%

Sample

1st row	Columbia/Legacy
2nd row	Motown
3rd row	Columbia
4th row	Arista
5th row	Atlantic Records/ATG

Value	Count	Frequency (%)
records	53646	15.9%
nashville	13174	3.9%
music	9508	2.8%
	9466	2.8%
label	7880	2.3%
rca	5779	1.7%
columbia	5673	1.7%
atlantic	5482	1.6%
llc	5453	1.6%
capitol	5184	1.5%
Other values (1691)	215135	64.0%

Most occurring characters

Value	Count	Frequency (%)
e	206764	8.6%
	204225	8.5%
o	154333	6.4%
r	148797	6.2%
s	134447	5.6%
c	127420	5.3%
a	125925	5.2%
i	124237	5.2%
l	103760	4.3%
n	99272	4.1%
Other values (78)	976509	40.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2405689	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	206764	8.6%
	204225	8.5%
o	154333	6.4%
r	148797	6.2%
s	134447	5.6%
c	127420	5.3%
a	125925	5.2%
i	124237	5.2%
l	103760	4.3%
n	99272	4.1%
Other values (78)	976509	40.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2405689	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	206764	8.6%
	204225	8.5%
o	154333	6.4%
r	148797	6.2%
s	134447	5.6%
c	127420	5.3%
a	125925	5.2%
i	124237	5.2%
l	103760	4.3%
n	99272	4.1%
Other values (78)	976509	40.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2405689	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	206764	8.6%
	204225	8.5%
o	154333	6.4%
r	148797	6.2%
s	134447	5.6%
c	127420	5.3%
a	125925	5.2%
i	124237	5.2%
l	103760	4.3%
n	99272	4.1%
Other values (78)	976509	40.6%

Track Duration (min)
Real number (ℝ)

High correlation

Distinct	8765
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7154962

Minimum	0.57333333
Maximum	12.3335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.57333333
5-th percentile	2.6465583
Q1	3.2682167
median	3.6717667
Q3	4.0904333
95-th percentile	4.9144333
Maximum	12.3335
Range	11.760167
Interquartile range (IQR)	0.82221667

Descriptive statistics

Standard deviation	0.72592782
Coefficient of variation (CV)	0.19537843
Kurtosis	5.3881906
Mean	3.7154962
Median Absolute Deviation (MAD)	0.41111667
Skewness	0.97075195
Sum	491021.41
Variance	0.5269712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.86555	153	0.1%
3.334	110	0.1%
3.651333333	107	0.1%
4.266666667	106	0.1%
3.817333333	106	0.1%
3.193333333	103	0.1%
3.87555	101	0.1%
3.558216667	100	0.1%
3.1011	100	0.1%
3.822666667	98	0.1%
Other values (8755)	131071	99.2%

Value	Count	Frequency (%)
0.5733333333	3	< 0.1%
0.6168833333	1	< 0.1%
0.6622	13	< 0.1%
0.69145	1	< 0.1%
0.7892333333	1	< 0.1%
0.8	1	< 0.1%
0.8215333333	1	< 0.1%
0.8699166667	1	< 0.1%
0.8907	1	< 0.1%
1.146666667	17	< 0.1%

Value	Count	Frequency (%)
12.3335	1	< 0.1%
11.47421667	22	< 0.1%
10.33501667	1	< 0.1%
10.2171	1	< 0.1%
9.802316667	1	< 0.1%
9.7894	2	< 0.1%
9.128883333	13	< 0.1%
8.9756	2	< 0.1%
8.9327	13	< 0.1%
8.83755	1	< 0.1%

Interactions

Correlations

	Acousticness	Danceability	Energy	Explicit	Instrumentalness	Key	Liveness	Loudness	Mode	Popularity	Speechiness	Tempo	Time Signature	Track Duration (min)	Track Duration (ms)	Valence	last_weeks_rank	weeks_on_chart	weeks_rank
Acousticness	1.000	-0.032	-0.429	0.086	-0.090	0.003	-0.058	-0.297	0.066	0.016	-0.082	-0.099	0.091	-0.019	-0.019	-0.084	0.017	0.009	0.008
Danceability	-0.032	1.000	-0.127	0.374	-0.002	-0.000	-0.102	-0.066	0.183	0.078	0.350	-0.170	0.124	-0.110	-0.110	0.333	-0.108	0.017	-0.111
Energy	-0.429	-0.127	1.000	0.178	0.012	0.032	0.120	0.681	0.054	-0.057	0.061	0.111	0.095	-0.032	-0.032	0.395	0.020	-0.011	0.035
Explicit	0.086	0.374	0.178	1.000	0.039	0.100	0.079	0.096	0.144	0.133	0.478	0.080	0.058	0.169	0.169	0.083	0.052	0.068	0.030
Instrumentalness	-0.090	-0.002	0.012	0.039	1.000	0.004	-0.043	-0.113	0.037	0.071	-0.128	0.018	0.044	0.061	0.061	-0.063	0.013	-0.002	0.013
Key	0.003	-0.000	0.032	0.100	0.004	1.000	0.011	0.026	0.273	-0.004	0.031	0.015	0.054	-0.004	-0.004	0.025	0.002	-0.001	0.003
Liveness	-0.058	-0.102	0.120	0.079	-0.043	0.011	1.000	0.057	0.036	-0.026	0.042	0.032	0.032	-0.009	-0.009	-0.032	0.029	-0.036	0.027
Loudness	-0.297	-0.066	0.681	0.096	-0.113	0.026	0.057	1.000	0.036	0.020	-0.007	0.071	0.067	-0.056	-0.056	0.263	-0.020	0.011	-0.008
Mode	0.066	0.183	0.054	0.144	0.037	0.273	0.036	0.036	1.000	0.094	0.154	0.084	0.040	0.046	0.046	0.056	0.079	0.031	0.075
Popularity	0.016	0.078	-0.057	0.133	0.071	-0.004	-0.026	0.020	0.094	1.000	-0.002	0.001	0.053	-0.128	-0.128	-0.054	-0.364	0.277	-0.382
Speechiness	-0.082	0.350	0.061	0.478	-0.128	0.031	0.042	-0.007	0.154	-0.002	1.000	0.027	0.097	-0.038	-0.038	0.144	-0.035	-0.066	-0.043
Tempo	-0.099	-0.170	0.111	0.080	0.018	0.015	0.032	0.071	0.084	0.001	0.027	1.000	0.084	-0.041	-0.041	-0.018	0.029	-0.014	0.029
Time Signature	0.091	0.124	0.095	0.058	0.044	0.054	0.032	0.067	0.040	0.053	0.097	0.084	1.000	0.018	0.018	0.088	0.023	0.026	0.021
Track Duration (min)	-0.019	-0.110	-0.032	0.169	0.061	-0.004	-0.009	-0.056	0.046	-0.128	-0.038	-0.041	0.018	1.000	1.000	-0.139	-0.055	0.022	-0.046
Track Duration (ms)	-0.019	-0.110	-0.032	0.169	0.061	-0.004	-0.009	-0.056	0.046	-0.128	-0.038	-0.041	0.018	1.000	1.000	-0.139	-0.055	0.022	-0.046
Valence	-0.084	0.333	0.395	0.083	-0.063	0.025	-0.032	0.263	0.056	-0.054	0.144	-0.018	0.088	-0.139	-0.139	1.000	-0.060	0.033	-0.056
last_weeks_rank	0.017	-0.108	0.020	0.052	0.013	0.002	0.029	-0.020	0.079	-0.364	-0.035	0.029	0.023	-0.055	-0.055	-0.060	1.000	-0.563	0.868
weeks_on_chart	0.009	0.017	-0.011	0.068	-0.002	-0.001	-0.036	0.011	0.031	0.277	-0.066	-0.014	0.026	0.022	0.022	0.033	-0.563	1.000	-0.420
weeks_rank	0.008	-0.111	0.035	0.030	0.013	0.003	0.027	-0.008	0.075	-0.382	-0.043	0.029	0.021	-0.046	-0.046	-0.056	0.868	-0.420	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	date	song_name	artist	weeks_rank	last_weeks_rank	weeks_on_chart	Track Name	Tempo	uri	Artist Name(s)	Album Name	Album Release Date	Track Duration (ms)	Explicit	Popularity	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Time Signature	Label	Track Duration (min)
0	2000-01-02	Smooth	Santana Featuring Rob Thomas	1	1.0	24	Smooth (feat. Rob Thomas)	115.996	spotify:track:0n2SEXB2qoRQg171q7XqeW	Santana, Rob Thomas	Supernatural (Remastered)	1999-06-15	294986.0	False	73.0	0.609	0.923	9.0	-3.908	1.0	0.0338	0.160000	0.000005	0.2950	0.9610	4.0	Columbia/Legacy	4.916433
1	2000-01-02	Back At One	Brian McKnight	2	2.0	20	Back At One	129.747	spotify:track:6mwA6YiKDjAUG8kWvRRUPh	Brian McKnight	Back At One	1999-09-21	263666.0	False	72.0	0.660	0.347	11.0	-9.114	1.0	0.0300	0.452000	0.000000	0.1310	0.2560	4.0	Motown	4.394433
2	2000-01-02	I Wanna Love You Forever	Jessica Simpson	3	3.0	13	I Wanna Love You Forever	104.042	spotify:track:5gZEhPrN1VLqTG1nIAXeNK	Jessica Simpson	Sweet Kisses	1999-11-16	263800.0	False	55.0	0.590	0.666	4.0	-4.047	0.0	0.0244	0.156000	0.000000	0.1360	0.0743	4.0	Columbia	4.396667
3	2000-01-02	My Love Is Your Love	Whitney Houston	4	4.0	19	My Love Is Your Love	82.511	spotify:track:1ckU1EhAO0Nr73QYw24SWJ	Whitney Houston	My Love Is Your Love	1998-11-17	261573.0	False	69.0	0.770	0.475	7.0	-9.512	1.0	0.1590	0.056100	0.000005	0.0607	0.4730	4.0	Arista	4.359550
4	2000-01-02	Hot Boyz	Missy "Misdemeanor" Elliott Featuring NAS, EVE & Q-Tip	5	7.0	7	Hot Boyz	81.125	spotify:track:7mYvtEeBdMqRSyj1Qpv6my	Missy Elliott	Da Real World	1999	215466.0	True	52.0	0.727	0.445	1.0	-11.241	1.0	0.2910	0.339000	0.000000	0.1800	0.5270	4.0	Atlantic Records/ATG	3.591100
5	2000-01-02	I Knew I Loved You	Savage Garden	6	5.0	12	I Knew I Loved You	85.031	spotify:track:6nozDLxeL0TE4MS9GqYU1v	Savage Garden	Affirmation	1999-11-09	250360.0	False	72.0	0.610	0.497	9.0	-9.880	1.0	0.0279	0.320000	0.000061	0.0884	0.7390	4.0	Columbia	4.172667
6	2000-01-02	Auld Lang Syne	Kenny G	7	54.0	3	Auld Lang Syne	62.330	spotify:track:7h4FywzqhgZrrvpiLDJ2vw	Kenny G	The Classic Christmas Album	2012-09-21	293346.0	False	27.0	0.160	0.296	0.0	-11.860	1.0	0.0348	0.111000	0.847000	0.1010	0.0388	4.0	Arista/Legacy	4.889100
7	2000-01-02	I Need To Know	Marc Anthony	8	6.0	18	I Need to Know	115.061	spotify:track:7ffwRz8lZyDOE4Vj58Lo72	Marc Anthony	Marc Anthony	1999-09-28	227706.0	False	55.0	0.813	0.949	3.0	-2.563	0.0	0.0336	0.486000	0.000010	0.1120	0.7920	4.0	Columbia	3.795100
8	2000-01-02	Bring It All To Me	Blaque	9	9.0	12	Bring It All to Me (feat. *NSYNC)	88.957	spotify:track:1cjBan0t4eBk2Y5j17hdyf	Blaque, *NSYNC	Blaque	1999-05-28	218186.0	False	59.0	0.695	0.579	0.0	-5.066	1.0	0.0325	0.000479	0.000000	0.0556	0.7260	4.0	Sony Music Entertainment	3.636433
9	2000-01-02	U Know What's Up	Donell Jones	10	8.0	16	U Know What's Up (feat. Lisa "Left Eye" Lopes)	103.032	spotify:track:5PMKzsUsTpZZGsCcJBuhP2	Donell Jones, Lisa "Left Eye" Lopes	Where I Wanna Be	1999-05-29	243733.0	True	67.0	0.854	0.543	8.0	-6.166	0.0	0.0844	0.040200	0.000057	0.0419	0.8680	4.0	Arista/LaFace Records	4.062217

	date	song_name	artist	weeks_rank	last_weeks_rank	weeks_on_chart	Track Name	Tempo	uri	Artist Name(s)	Album Name	Album Release Date	Track Duration (ms)	Explicit	Popularity	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Time Signature	Label	Track Duration (min)
132390	2025-05-11	My World	Chuckyy	91	79.0	2	My World	157.922	spotify:track:5PCn4ysnzhILLhQY0u4Ans	Chuckyy	My World	2025-04-24	157979.0	True	76.0	0.605	0.673	1.0	-9.718	0.0	0.1220	0.051100	0.001610	0.3870	0.596	4.0	Santa Anna	2.632983
132391	2025-05-11	Gnarly	KATSEYE	92	101.0	1	Gnarly	135.021	spotify:track:1j15Ar0qGDzIR0v3CQv3JL	KATSEYE	Gnarly	2025-04-30	137316.0	True	88.0	0.775	0.828	0.0	-5.191	0.0	0.3730	0.153000	0.000000	0.1300	0.663	4.0	HYBE/Geffen	2.288600
132392	2025-05-11	Morena	Neton Vega & Peso Pluma	93	90.0	6	Morena	118.007	spotify:track:4oB8Xd7gMlUEtWoD8bmCXW	Neton Vega, Peso Pluma	Mi Vida Mi Muerte	2025-02-14	193728.0	False	93.0	0.697	0.776	4.0	-7.409	0.0	0.0308	0.379000	0.001480	0.3410	0.189	3.0	Josa Records	3.228800
132393	2025-05-11	Holy Smokes	Bailey Zimmerman	94	73.0	16	Holy Smokes	95.117	spotify:track:1kMWJ16W3Yk3hyNmaM7jfQ	Bailey Zimmerman	Holy Smokes	2024-02-23	195157.0	False	78.0	0.462	0.569	7.0	-7.908	1.0	0.0321	0.509000	0.000000	0.1200	0.432	4.0	Warner Music Nashville/Elektra	3.252617
132394	2025-05-11	Me Prometi	Ivan Cornejo	95	101.0	1	Me Prometí	81.896	spotify:track:5uXL0CN1mQxHJSJRHN44Od	Ivan Cornejo	Me Prometí	2025-05-01	171788.0	False	81.0	0.539	0.359	7.0	-10.049	1.0	0.0277	0.786000	0.000001	0.3300	0.170	4.0	Interscope Records	2.863133
132395	2025-05-11	BMF	SZA	96	82.0	20	BMF	128.023	spotify:track:3U3hFkMr0Q90pD24EkE3Pr	SZA	SOS Deluxe: LANA	2024-12-20	180746.0	True	88.0	0.792	0.550	10.0	-8.528	0.0	0.0307	0.506000	0.016600	0.0870	0.972	4.0	Top Dawg Entertainment/RCA Records	3.012433
132396	2025-05-11	Haunted	Kane Brown With Jelly Roll	97	95.0	8	Liar	114.011	spotify:track:0llPOBVoJYDAtdmVlNE41A	Jelly Roll	Beautifully Broken	2024-10-10	204933.0	False	82.0	0.645	0.767	1.0	-5.202	1.0	0.0299	0.040500	0.000000	0.0920	0.613	4.0	BBR Music Group/Jelly Roll	3.415550
132397	2025-05-11	Steve's Lava Chicken	Jack Black	98	88.0	3	Steve's Lava Chicken	157.629	spotify:track:2n5sAzeWh5LqnV9cGBjgGr	Jack Black	A Minecraft Movie (Original Motion Picture Soundtrack)	2025-03-28	34400.0	False	84.0	0.722	0.731	5.0	-6.880	0.0	0.1130	0.000306	0.000083	0.0733	0.363	4.0	WaterTower Music	0.573333
132398	2025-05-11	The Days	CHRYSTAL	99	101.0	6	The Days	124.992	spotify:track:637HB7HZWWsBbhoTIzDppX	Chrystal	The Days (NOTION Remix)	2024-11-08	169412.0	False	49.0	0.917	0.622	9.0	-8.435	0.0	0.0561	0.005960	0.000007	0.0658	0.491	4.0	Polydor Records	2.823533
132399	2025-05-11	Die Trying	PARTYNEXTDOOR, Drake & Yebba	100	92.0	12	DIE TRYING	110.497	spotify:track:0NUqi0ps17YpLUC3kgsZq0	PARTYNEXTDOOR, Drake, Yebba	$ome $exy $ongs 4 U	2025-02-14	195431.0	True	88.0	0.763	0.531	11.0	-6.154	1.0	0.0328	0.146000	0.000000	0.1750	0.665	4.0	OVO Sound	3.257183

Overview

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